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decoder.py
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183 lines (143 loc) · 5.87 KB
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# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
import io
from abc import ABC, abstractmethod
from io import SEEK_CUR
from typing import cast
from pyiceberg.avro import STRUCT_DOUBLE, STRUCT_FLOAT
from pyiceberg.io import InputStream
from pyiceberg.typedef import UTF8
__all__: list[str] = []
class BinaryDecoder(ABC):
"""Decodes bytes into Python physical primitives."""
@abstractmethod
def tell(self) -> int:
"""Return the current position."""
@abstractmethod
def read(self, n: int) -> bytes:
"""Read n bytes."""
@abstractmethod
def skip(self, n: int) -> None:
"""Skip n bytes."""
def read_boolean(self) -> bool:
"""Read a value from the stream as a boolean.
A boolean is written as a single byte
whose value is either 0 (false) or 1 (true).
"""
return ord(self.read(1)) == 1
def read_int(self) -> int:
"""Read an int/long value.
int/long values are written using variable-length, zigzag coding.
"""
b = ord(self.read(1))
n = b & 0x7F
shift = 7
while (b & 0x80) != 0:
b = ord(self.read(1))
n |= (b & 0x7F) << shift
shift += 7
datum = (n >> 1) ^ -(n & 1)
return datum
def read_ints(self, n: int) -> tuple[int, ...]:
"""Read a list of integers."""
return tuple(self.read_int() for _ in range(n))
def read_int_bytes_dict(self, n: int, dest: dict[int, bytes]) -> None:
"""Read a dictionary of integers for keys and bytes for values into a destination dictionary."""
for _ in range(n):
k = self.read_int()
v = self.read_bytes()
dest[k] = v
def read_float(self) -> float:
"""Read a value from the stream as a float.
A float is written as 4 bytes.
The float is converted into a 32-bit integer using a method equivalent to
Java's floatToIntBits and then encoded in little-endian format.
"""
return float(cast(tuple[float, ...], STRUCT_FLOAT.unpack(self.read(4)))[0])
def read_double(self) -> float:
"""Read a value from the stream as a double.
A double is written as 8 bytes.
The double is converted into a 64-bit integer using a method equivalent to
Java's doubleToLongBits and then encoded in little-endian format.
"""
return float(cast(tuple[float, ...], STRUCT_DOUBLE.unpack(self.read(8)))[0])
def read_bytes(self) -> bytes:
"""Bytes are encoded as a long followed by that many bytes of data."""
num_bytes = self.read_int()
return self.read(num_bytes) if num_bytes > 0 else b""
def read_utf8(self) -> str:
"""Read an utf-8 encoded string from the stream.
A string is encoded as a long followed by
that many bytes of UTF-8 encoded character data.
"""
return self.read_bytes().decode(UTF8)
def skip_boolean(self) -> None:
self.skip(1)
def skip_int(self) -> None:
b = ord(self.read(1))
while (b & 0x80) != 0:
b = ord(self.read(1))
def skip_float(self) -> None:
self.skip(4)
def skip_double(self) -> None:
self.skip(8)
def skip_bytes(self) -> None:
self.skip(self.read_int())
def skip_utf8(self) -> None:
self.skip_bytes()
class StreamingBinaryDecoder(BinaryDecoder):
"""Decodes bytes into Python physical primitives."""
__slots__ = "_input_stream"
_input_stream: InputStream
def __init__(self, input_stream: bytes | InputStream) -> None:
"""Reader is a Python object on which we can call read, seek, and tell."""
if isinstance(input_stream, bytes):
# In the case of bytes, we wrap it into a BytesIO to make it a stream
self._input_stream = io.BytesIO(input_stream)
else:
self._input_stream = input_stream
def tell(self) -> int:
"""Return the current stream position."""
return self._input_stream.tell()
def read(self, n: int) -> bytes:
"""Read n bytes."""
if n < 0:
raise ValueError(f"Requested {n} bytes to read, expected positive integer.")
data: list[bytes] = []
n_remaining = n
while n_remaining > 0:
data_read = self._input_stream.read(n_remaining)
read_len = len(data_read)
if read_len == n:
# If we read everything, we return directly
# otherwise we'll continue to fetch the rest
return data_read
elif read_len <= 0:
raise EOFError(f"EOF: read {read_len} bytes")
data.append(data_read)
n_remaining -= read_len
return b"".join(data)
def skip(self, n: int) -> None:
self._input_stream.seek(n, SEEK_CUR)
def new_decoder(b: bytes) -> BinaryDecoder:
try:
from pyiceberg.avro.decoder_fast import CythonBinaryDecoder
return CythonBinaryDecoder(b)
except ModuleNotFoundError:
import warnings
warnings.warn("Falling back to pure Python Avro decoder, missing Cython implementation", stacklevel=2)
return StreamingBinaryDecoder(b)